YOLOv8+ByteTrack多目標跟蹤(行人車輛計數與越界識別)

🚀 [YOLOv8+ByteTrack Multi-Object Tracking] 🎓 Řekněte si, že jste chtěli získat bezpečnostník nebo inženýr videoanalytiky? Tato online kurz je perfectní pro vás! Upravte svět videovšechylů tím, že YOLOv8 a ByteTrack kombinujete k přesnému počtu lidí a vozidel, včetně jejich překročení hranic.

🔍 Course Title: YOLOv8+ByteTrack Multi-Object Tracking (Counting People and Vehicles & Identifying Crossers)

Course Description:

ByteTrack je revoluční algoritmus prezentovaný na ECCV konferenci v 2022, který kombinuje sílu YOLOv8 pro objektový rozpoznání s kapacitami ByteTrack pro jejich následné sledování. Tento kurz je zcela věnován aplikaci těchto dvou technologií na sledování, počtu a identifikaci lidí a vozidel v videodata.

What You'll Learn:

• Basic Chapter: Dive into the world of multi-object tracking tasks, learn about popular datasets, and understand key evaluation metrics.
• Practical Chapter: Follow step-by-step demonstrations on how to implement YOLOv8+ByteTrack for counting people and vehicles, including oversight identification, in both Windows and Ubuntu environments.
• Principle Chapter: Get a deep understanding of the principles behind track algorithms like Kalman Filter, Hungarian Matching, Cardinal Sort, DeepSort, and ByteTrack through detailed explanations and a study of the ByteTrack paper.
• Code Exploration Chapter: Gain hands-on experience with PyCharm's single-step debugging to dissect and understand the ByteTrack codebase. The course provides comprehensive code documentation to accompany your learning journey.

Why This Course?

• Real-World Skills: Master skills applicable in real-world scenarios such as surveillance, autonomous vehicles, retail analytics, and more.
• Expert Instruction: Learn from an experienced instructor who will guide you through each concept with clarity and practical examples.
• Hands-On Experience: Get hands-on experience with both the YOLOv8 and ByteTrack frameworks, ensuring a deep understanding of their applications in multi-object tracking.
• Versatile Learning: Whether you're new to the field or looking to sharpen your skills, this course is designed to meet you where you are and take you to the next level.

👨‍🏫 Instructor: Frank B., an industry expert in AI and video analytics.

Embark on a journey to master multi-object tracking with YOLOv8+ByteTrack today! 🚀✨